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Product Management Root Cause Analysis Question: GitLab enterprise merge request performance issue
Image of author vinay

Vinay

Updated Nov 25, 2024

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Why has the average time to merge merge requests doubled for enterprise customers using self-managed GitLab instances this month?

Data Analysis Problem Solving Technical Understanding Software Development DevOps Enterprise IT
Performance Optimization Root Cause Analysis DevOps Enterprise Software GitLab

Introduction

The doubling of average merge request time for enterprise customers using self-managed GitLab instances is a critical issue that demands immediate attention. This problem directly impacts developer productivity and project timelines, potentially affecting customer satisfaction and retention. To address this complex challenge, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term fixes and long-term strategic implications.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking there might have been a recent system update. Has there been any significant changes to the GitLab codebase or infrastructure in the past month?

Why it matters: Recent changes could directly correlate with the performance decline. Expected answer: Yes, there was a major update to the merge request processing system. Impact on approach: If confirmed, we'd focus on rollback options and code review.

  • Considering the specificity to enterprise customers, I'm wondering about scale. What's the typical volume of merge requests for these customers compared to other segments?

Why it matters: Volume differences could indicate capacity issues or bottlenecks. Expected answer: Enterprise customers process 10x more merge requests than other segments. Impact on approach: High volumes would lead us to investigate scalability and performance optimizations.

  • Given the self-managed nature, I'm curious about environmental factors. Have we seen any patterns in terms of hardware specifications or configurations among affected customers?

Why it matters: Environmental factors could explain performance variances. Expected answer: No clear pattern in hardware specs, but all affected instances are running on-premises. Impact on approach: We'd need to investigate potential interactions between GitLab and various on-premises setups.

  • Thinking about potential data anomalies, has there been any change in how we measure or define "time to merge" for merge requests?

Why it matters: Ensures we're comparing apples to apples in our metrics. Expected answer: No changes to the metric definition or measurement process. Impact on approach: Confirms the issue is with actual performance, not data collection.

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